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Keras to Kubernetes: The Journey of a Machine Learning Model to Production

Book Specification

Binding Paperback
Language English
Number Of Pages 320
Author Dattaraj Rao
Publisher John Wiley & Sons
Isbn-10 1119564832
Isbn-13 9781119564836
Dimension 18.29*2.03*22.61

Keras to Kubernetes: The Journey of a Machine Learning Model to Production

Dattaraj Rao's Keras to Kubernetes: The Journey of a Machine Learning Model to Production

Build a Keras model to scale and deploy on a Kubernetes cluster We have seen an exponential growth in the use of Artificial Intelligence (AI) over last few years. AI is becoming the new electricity and is touching every industry from retail to manufacturing to healthcare to entertainment. Within AI, were seeing a particular growth in Machine Learning (ML) and Deep Learning (DL) applications. ML is all about learning relationships from labeled (Supervised) or unlabeled data (Unsupervised). DL has many layers of learning and can extract patterns from unstructured data like images, video, audio, etc.? Keras to Kubernetes: The Journey of a Machine Learning Model to Production?takes you through real-world examples of building DL models in Keras for recognizing product logos in images and extracting sentiment from text. You will then take that trained model and package it as a web application container before learning how to deploy this model at scale on a Kubernetes cluster. You will understand the different practical steps involved in real-world ML implementations which go beyond the algorithms. Find hands-on learning examples? Learn to uses Keras and Kubernetes to deploy Machine Learning models Discover new ways to collect and manage your image and text data with Machine Learning Reuse examples as-is to deploy your models Understand the ML model development lifecycle and deployment to production If youre ready to learn about one of the most popular DL frameworks and build production applications with it, youve come to the right place!
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Amazon, Paperback Rs. 2063.0

Why you should read Keras to Kubernetes: The Journey of a Machine Learning Model to Production by Dattaraj Rao

This book has been written by Dattaraj Rao, who has written books like Keras to Kubernetes: The Journey of a Machine Learning Model to Production. The books are written in Algorithms category. This book is read by people who are interested in reading books in category : Algorithms. So, if you want to explore books similar to This book, you must read and buy this book.

How long would it take for you to read Keras to Kubernetes: The Journey of a Machine Learning Model to Production

Depending on your reading style, this is how much time you would take to complete reading this book.

Reading Style Time To Finish The Book
Slow 64 hours
Average 32 hours
Good 21 hours
Excellent 10 hours
So if you are a Reader belonging in the Good category, and you read it daily for 1 hour, it will take you 21 days.
Note: A slow reader usually reads 100 words per minute, an average reader 200 words per minute, an average reader 300 words per minute and an excellent leader reads about 600-1000 words per minute, however the comprehension may vary.

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